In the paper, the authors express the Fuss-Catalan numbers as several forms in terms of the Catalan-Qi function, find some analytic properties, including the monotonicity, logarithmic convexity, complete monotonicity, and minimality, of the Fuss-Catalan numbers, and derive a double inequality for bounding the Fuss-Catalan numbers.